Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add firecrawl/firecrawl-workflows --skill firecrawl-demo-walkthroughgit clone --depth 1 https://github.com/firecrawl/firecrawl-workflowsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/firecrawl/firecrawl-workflows/firecrawl-demo-walkthrough)<a href="https://agentmods.dev/skills/firecrawl/firecrawl-workflows/firecrawl-demo-walkthrough"><img src="https://agentmods.dev/badge/skills/firecrawl/firecrawl-workflows/firecrawl-demo-walkthrough.svg" alt="Measured on agentmods" height="20"></a>- Socket pass
- Snyk fail
- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00051 | $0.00492 |
| Opus 5 | $0.00026 | $0.00246 |
| Sonnet 5 | $0.00010 | $0.00098 |
| Haiku 4.5 | $0.00005 | $0.00049 |
Grade A, and why
firecrawl-demo-walkthrough scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
Copies of this mod
1 near-identical copy found in the catalogue:
- firecrawl-demo-walkthrough — 100% identical, 0 lines differ
What it actually says
Firecrawl Demo Walkthrough
Use this to document a product experience step by step.
Onboarding Interview
Infer the product URL, flow focus, and output format from context. If the URL is clear, proceed immediately.
Ask at most 1-3 concise questions only if blocked, such as the URL, desired flow focus, or credentials/constraints for protected areas.
Firecrawl Collection Plan
Use Firecrawl browser to open the product and navigate key flows. Snapshot at each step, scrape pages when useful, and document what the user sees and can do.
Do not submit real credentials, purchases, or irreversible actions unless the user explicitly instructs and has permission.
Parallel Work
If appropriate, use sub-agents or equivalent parallel task runners:
- Homepage and Marketing
- Signup and Onboarding
- Pricing and Plans
- Docs and Developer Experience
- Dashboard and Core Product
- Help and Support
Each walker should return screens visited, actions taken, observations, friction, and source URLs.
Final Deliverable
# Product Walkthrough: [Product]
## Product Overview
[What the product does]
## Flow Walkthroughs
### [Flow Name]
1. [Screen/Page] - what appears and what action is available
2. [Next Screen] - what changes
## Key Findings
[First impression, standout patterns, friction points]
## Recommendations
[UX/product improvements]
## Pages Visited
[URLs]
## Rerun Inputs
workflow: firecrawl-demo-walkthrough
url: [url]
focus: [full/signup/pricing/docs/dashboard]
Quality Bar
- Be specific about screens, CTAs, forms, and transitions.
- Separate observation from opinion.
- Preserve every page visited.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 8d ago First seen · 78 lines · 51 tokens per session scan A 8d32a50f6b2b
firecrawl-demo-walkthrough is a skill published in the GitHub repository firecrawl/firecrawl-workflows (154 stars, last pushed 18d ago), licensed ISC. It adds 51 tokens to every session and 492 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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